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Chapter 18 – Multiple Regression
Statistics for Management and Economics-Sixth Edition Gerald Keller – Brian Warrack Chapter 18 – Multiple Regression
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Figure 18.1 Scatter diagram and response surface with k=2
© 2003 Brooks/Cole Publishing / Thomson Learning Figure Scatter diagram and response surface with k=2
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Excel – Summary Output Regression Statistics from Example 18.1
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.1
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©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regression Analysis: Margin versus Number, Nearest, from Example 18.1
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Excel - Analysis of Variance and Regression Analysis
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel - Analysis of Variance and Regression Analysis
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Minitab – Analysis of Variance
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Analysis of Variance
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Excel – Prediction Interval – Using the Regression Equation
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Prediction Interval – Using the Regression Equation
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Minitab – Predicted values for Observations
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Predicted values for Observations
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Excel-Regression Statistics – MBA Program Admissions Policy: Solution
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel-Regression Statistics – MBA Program Admissions Policy: Solution
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Minitab-Regression Analysis: MBA GPA versus UnderGPA, GMAT, Work
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab-Regression Analysis: MBA GPA versus UnderGPA, GMAT, Work
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Excel – Summary Output Regression Statistics from Example 18.2
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.2
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©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab- Regression Analysis: Price versus Bedrooms, House Size, Lot Size
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Excel – Interpret Correlation A
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation A
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Excel – Interpret Correlation B
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation B
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Excel – Interpret Correlation C
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation C
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Minitab – Correlations: Price, Bedrooms
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, Bedrooms
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Minitab – Correlations: Price, House Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, House Size
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Minitab – Correlations: Price, Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, Lot Size
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Excel – Interpret Bedrooms, House Size and Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Bedrooms, House Size and Lot Size
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Minitab – Correlations: Bedrooms, H Size, Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Bedrooms, H Size, Lot Size
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Figure 18.4 Negative first-order autocorrelation
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Figure Negative first-order autocorrelation
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Figure 18.5 Durbin-Watson test
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Figure Durbin-Watson test
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Excel – Summary Output Regression Statistics from Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.3
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Minitab – Regression Analysis: Tickets versus Snowfall, Temperature
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regression Analysis: Tickets versus Snowfall, Temperature
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Excel - Plot of residuals versus predicted values in Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel - Plot of residuals versus predicted values in Example 18.3
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Excel-Plot of Residuals versus time periods in Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel-Plot of Residuals versus time periods in Example 18.3
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Excel – Durbin-Watson Statistic
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Durbin-Watson Statistic
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Minitab – Durbin-Watson statistic = 0.59
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Durbin-Watson statistic = 0.59
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Excel – Summary Output Regression Statistics
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics
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Minitab – Regress Analysis: Tickets versus Snowfall, Temperature, Time
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regress Analysis: Tickets versus Snowfall, Temperature, Time
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Excel Histogram of residuals in Example 18.3 (Time variable included)
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel Histogram of residuals in Example 18.3 (Time variable included)
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©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel plot of residuals versus predicted values in Example 18.3 (Time variable included)
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©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel plot of residuals versus time periods in Example 18.3 (Time variable included)
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Excel Durbin-Watson Statistic
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel Durbin-Watson Statistic
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